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This book explores the methodological and application developments of network design in transportation and logistics. It identifies trends, challenges and research perspectives in network design for these areas. Network design is a major class of problems in operations research where network flow, combinatorial and mixed integer optimization meet. The analysis and planning of transportation and logistics systems continues to be one of the most important application areas of operations research. Networks provide the natural way of depicting such systems, so the optimal design and operation of networks is the main methodological area of operations research that is used for the analysis and pla...
This book provides a first course on deep learning in computational mechanics. The book starts with a short introduction to machine learning’s fundamental concepts before neural networks are explained thoroughly. It then provides an overview of current topics in physics and engineering, setting the stage for the book’s main topics: physics-informed neural networks and the deep energy method. The idea of the book is to provide the basic concepts in a mathematically sound manner and yet to stay as simple as possible. To achieve this goal, mostly one-dimensional examples are investigated, such as approximating functions by neural networks or the simulation of the temperature’s evolution in a one-dimensional bar. Each chapter contains examples and exercises which are either solved analytically or in PyTorch, an open-source machine learning framework for python.
One of two self-contained volumes belonging to the newly revised Steel Heat Treatment Handbook, Second Edition, this book examines the behavior and processes involved in modern steel heat treatment applications. Steel Heat Treatment: Metallurgy and Technologies presents the principles that form the basis of heat treatment processes while incorporating detailed descriptions of advances emerging since the 1997 publication of the first edition. Revised, updated, and expanded, this book ensures up-to-date and thorough discussions of how specific heat treatment processes and different alloy elements affect the structure and the classification and mechanisms of steel transformation, distortion of properties of steel alloys. The book includes entirely new chapters on heat-treated components, and the treatment of tool steels, stainless steels, and powder metallurgy steel components. Steel Heat Treatment: Metallurgy and Technologies provides a focused resource for everyday use by advanced students and practitioners in metallurgy, process design, heat treatment, and mechanical and materials engineering.
This book bridges the gap between risk assessment and fire safety engineering like few other resources. As all required knowledge for Probability and Statistics for Fire Engineering is included in the preliminary chapters, the book is suitable for teaching Fire Engineering components in a wide range of engineering courses for senior graduates and for postgraduate students of Fire Engineering. It will also serve as a comprehensive reference for professionals. This book describes the theory and the models involved in risk analysis, and includes case studies of multiple fire scenarios. Building fire safety and human behavioural responses to these scenarios show the benefits of risk-based fire safety design.
This book shows how neural networks are applied to computational mechanics. Part I presents the fundamentals of neural networks and other machine learning method in computational mechanics. Part II highlights the applications of neural networks to a variety of problems of computational mechanics. The final chapter gives perspectives to the applications of the deep learning to computational mechanics.
Numerical Linear Algebra with Julia provides in-depth coverage of fundamental topics in numerical linear algebra, including how to solve dense and sparse linear systems, compute QR factorizations, compute the eigendecomposition of a matrix, and solve linear systems using iterative methods such as conjugate gradient. Julia code is provided to illustrate concepts and allow readers to explore methods on their own. Written in a friendly and approachable style, the book contains detailed descriptions of algorithms along with illustrations and graphics that emphasize core concepts and demonstrate the algorithms. Numerical Linear Algebra with Julia is a textbook for advanced undergraduate and graduate students in most STEM fields and is appropriate for courses in numerical linear algebra. It may also serve as a reference for researchers in various fields who depend on numerical solvers in linear algebra.
This book examines the role, history and function of public libraries in contemporary societies as motors that drive development. It analyses through case studies, how contemporary libraries have been redesigned to offer a new kind of public space while also reshaping neglected areas in cities. Broadly understood the book seeks to comprehend contemporary library design, urban development and the revitalization of specific urban areas. Important and world famous architects – star-architects – have designed signature architecture in the contemporary libraries selected for this volume. The examples to be showcased in the book include the main Seattle Public Library, Salt Lake City Public Li...
Writing the Materialities of the Past offers a close analysis of how the materiality of the built environment has been repressed in historical thinking since the 1950s. Author Sam Griffiths argues that the social theory of cities in this period was characterised by the dominance of socio-economic and linguistic-cultural models, which served to impede our understanding of time-space relationality towards historical events and their narration. The book engages with studies of historical writing to discuss materiality in the built environment as a form of literary practice to express marginalised dimensions of social experience in a range of historical contexts. It then moves on to reflect on E...